Hello, I'm

Amar Kommineni

Innovative Lead AI Engineer specializing in Knowledge Graphs, GraphRAG, and agentic AI systems, adept at architecting, scaling, and operationalizing intelligent platforms across complex enterprise environments. Passionate about advancing reasoning-driven AI systems that combine structured knowledge, retrieval, and generative intelligence to solve real-world business challenges.

Get to know me

About Me

Innovative Lead AI Engineer specializing in Knowledge Graphs, GraphRAG, and agentic AI systems, adept at architecting, scaling, and operationalizing intelligent platforms across complex enterprise environments. Passionate about advancing reasoning-driven AI systems that combine structured knowledge, retrieval, and generative intelligence to solve real-world business challenges.

With a strong foundation in both research and production engineering, I bridge the gap between cutting-edge AI research and real-world enterprise deployments. I thrive at the intersection of Knowledge Graphs, LLMs, and cloud architecture — building systems that are both intelligent and explainable.

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Years Experience

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Companies

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AI Systems Built

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Team Members Led

Current Focus

Knowledge GraphsGraphRAGAWS BedrockAgentic AI

What I work with

Technical Skills

AI Specialties

Knowledge GraphsGraphRAGRAGAI AgentsAgentic RAGLLMsRecommendation SystemsPredictive Analytics

NLP & LLMs

LLM Fine-tuningPrompt EngineeringNEREmbeddingsChatbotsText ClassificationSentiment Analysis

AI/ML Frameworks

PyTorchTensorFlowTransformersScikit-learnKerasLangChainLangGraphPandasNumPy

Cloud & MLOps

AWS BedrockAmazon NeptuneAmazon OpenSearchAWS SageMakerAWS LambdaDockerKubernetesMLflowGitHub Actions

Programming

PythonTypeScriptC++Java

Web & Frameworks

ReactNext.jsFastAPIFlaskDjangoStreamlit

Search & Databases

Semantic SearchVector SearchNeo4jPineconeApache SparkSQLNoSQL

Computer Vision

OpenCVCNNGANsObject DetectionImage Processing

Where I've worked

Work Experience

Current

Lead AI Engineer – Knowledge Graph

Woodside EnergyHouston, TX, USANov 2025 – Present
Knowledge GraphGraphRAGAI AgentsAWS BedrockAmazon Neptune
  • Led end-to-end design of ontology-driven Enterprise Knowledge Graph integrating multi-vendor data sources for competitive intelligence and semantic insights.
  • Architected a production-grade GraphRAG framework with graph reasoning layer for entity linking, contextual traceability, and reference-backed responses.
  • Built tool-based reasoning AI agents for traversing complex contract documents with multi-step reasoning and explainability.
  • Implemented hybrid retrieval using Amazon Neptune (graph store) and Amazon OpenSearch Serverless (vector store).
  • Deployed cloud infrastructure using AWS CDK (IaC) with AWS Lambda, Step Functions, and S3.
  • Integrated Amazon Bedrock LLMs (Claude Sonnet/Opus) within AWS Strands and AgentCore agent frameworks.

Sr. AI/ML Engineer

The Cigna GroupRemote, USAJan 2024 – Nov 2025
LangChainLangGraphNeo4jRAGHIPAAAWS

Machine Learning Research Assistant

University of KansasLawrence, KS, USAFeb 2022 – May 2023
LLM Fine-tuningLoRAHugging FaceNLP Research

Machine Learning Engineer

Micronox Information TechnologiesHyderabad, IndiaJun 2020 – Dec 2021
MLRecommendation SystemsSemantic SearchApache SparkDocker

Academic background

Education & Certifications

Master of Science (MS) in Computer Science

2023

University of Kansas

USA

Relevant Coursework
Data ScienceMachine LearningComputer VisionInformation RetrievalHigh Performance ComputingData VisualizationAdvanced Data Structures

Neo4j Graph Data Science and AI Certification

Neo4j

ID:fd5d6826-a15b-4ca8-a544-ec87a795d71f

Let's connect

Get In Touch

I'm always open to discussing new opportunities, interesting projects, or just having a chat about AI and Knowledge Graphs. Reach out through any of the channels below.